the solution is to replace the starter. But in my case with this noise happening on/off for a few years now. I see no need to spend the cash.
219,000miles 5/2012 ej257 short block, 8/2011 installed VF52 turbo, @20.8psi, 280whp, 300ftlbs. CHECK your oil, these cars use it.
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